TY - CONF AU - Dembczynski, K. AU - Waegeman, W. AU - Cheng, W. AU - Hüllermeier, Eyke ID - 13194 T2 - In Proceedings NIPS-2011, 25th Annual Conference on Neural Information Processing Systems, Granada, Spain TI - An exact algorithm for F-measure maximization ER - TY - CONF AU - Fürnkranz, J. AU - Hüllermeier, Eyke ED - Elomaa, T. ED - Hollmen, J. ED - Mannila, H. ID - 13196 T2 - in Proceedings DS-2011, 14th International Conference on Discovery Science, number 6926 in LNAI TI - Learning from label preferences ER - TY - CONF AU - Fallah Tehrani, A. AU - Cheng, W. AU - Dembczynski, K. AU - Hüllermeier, Eyke ID - 13197 T2 - In Proceedings ECML/PKDD-2011, European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases, Athens, Greece, TI - Learning monotone nonlinear models using the Choquet integral ER - TY - CONF AU - Hüllermeier, Eyke AU - Schlegel, P. ED - Ram, A. ED - Wiratunga, N. ID - 13198 T2 - In Proceedings ICCBR-2011, 19th International Conference on Case-Based Reasoning, number 6880 in LNAI TI - Preference-based CBR: First steps toward a methodological framework ER - TY - CONF AU - Kotlowski, W. AU - Dembczynski, K. AU - Hüllermeier, Eyke ID - 13588 T2 - in Proceedings ICML-2011, 28th International Conference on Machine Learning, Washington, USA TI - Bipartite ranking through minimization of univariate loss ER - TY - CHAP AU - Hüllermeier, Eyke AU - Hühn, J. ED - Koronacki, J. ED - Ras, Z.W. ED - Wierzchon, S.T. ED - Kacprzyk, J. ID - 15297 T2 - Advances in Machine Learning I: Dedicated to the Memory of Professor Ryszard S.Michalski TI - An Analysis of the FURIA algorithm for fuzzy rule induction VL - 262 ER - TY - CHAP AU - Fürnkranz, J. AU - Hüllermeier, Eyke ED - Fürnkranz, J. ED - Hüllermeier, Eyke ID - 15298 T2 - Preference Learning TI - Preference Learning: An Introduction ER - TY - CONF AU - Fober, T. AU - Mernberger, M. AU - Klebe, G. AU - Hüllermeier, Eyke ID - 15765 T2 - In Proceedings GCB-2010 German Conference on Bioinformatics Braunschweig, Germany TI - Efficient similarity retrieval for protein binding sites based on histogram comparison ER - TY - CONF AU - Dembczynski, K. AU - Waegeman, W. AU - Cheng, W. AU - Hüllermeier, Eyke ID - 15772 T2 - In Proceedings MLD-2010, 2nd International Workshop on Learning from Multi-Label Data, Haifa, Israel TI - On label dependence in multi-label classification ER - TY - CONF AU - Fober, T. AU - Hüllermeier, Eyke ID - 15118 T2 - in Proceedings WCCI-2010, World Congress on Computational Intelligence, Barcelona, Spain TI - Similarity measures for protein structures based on fuzzy histogram comparison ER - TY - CONF AU - Senge, Robin AU - Hüllermeier, Eyke ID - 15119 T2 - in Proceedings WCCI-2010, World Congress on Computational Intelligence, Barcelona, Spain TI - Pattern trees for regression and fuzzy systems modeling ER - TY - JOUR AU - Pfeffer, P. AU - Fober, T. AU - Hüllermeier, Eyke AU - Klebe, G. ID - 16121 IS - 9 JF - Journal of Chemical Information and Modeling TI - GARLig: A fully automated tool for subset selection of large fragment spaces via a self-adaptive genetic algorithm VL - 50 ER - TY - JOUR AU - Hüllermeier, Eyke AU - Vanderlooy, S. ID - 16151 IS - 1 JF - Pattern Recognition TI - Combining predictions in pairwise classification: An optimal adaptive voting strategy and its relation to weighted voting VL - 43 ER - TY - JOUR AU - Hüllermeier, Eyke AU - Fürnkranz, J. ID - 16152 IS - 1 JF - Journal of Computer and System Sciences TI - On predictive accuracy and risk minimization in pairwise label ranking VL - 76 ER - TY - CONF AU - Dembczynski, K. AU - Cheng, W. AU - Hüllermeier, Eyke ED - Fürnkranz, J. ED - Joachims, T. ID - 13589 T2 - in Proceedings ICML-2010, 27th International Conference on Machine Learning, Haifa, Israel TI - Bayes optimal multilabel classification via probalistic classifier chains ER - TY - CONF AU - Cheng, W. AU - Dembczynski, K. AU - Hüllermeier, Eyke ED - Fürnkranz, J. ED - Joachims, T. ID - 13590 T2 - in Proceedings ICML-2010, 27th International Conference on Machine Learning, Haifa, Israel TI - Label ranking based on the Plackett-Luce model ER - TY - CONF AU - Cheng, W. AU - Dembczynski, K. AU - Hüllermeier, Eyke ED - Fürnkranz, J. ED - Joachims, T. ID - 13591 T2 - in Proceedings ICML-2010, 27th International Conference on Machine Learning, Haifa, Israel TI - Graded multi-label classification: The ordinal case ER - TY - CONF AU - Dembczynski, K. AU - Waegeman, W. AU - Cheng, W. AU - Hüllermeier, Eyke ID - 13593 T2 - In Proceedings ECML/PKDD-2010, European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases, ,Bareclona, Spain TI - Regret analysis for performance metrics in multi-label classification: The case of Hamming and subset zero-one loss ER - TY - CONF AU - Cheng, W. AU - Rademaker, M. AU - De Beats, B. AU - Hüllermeier, Eyke ID - 13594 T2 - In Proceedings ECML/PKDD-2010, European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases, ,Bareclona, Spain TI - Predicting partial orders: Ranking with abstention ER - TY - CONF AU - Hüllermeier, Eyke ID - 13597 IS - LNCS T2 - in Proceedings SUM 2010, International Conference on Scalable Uncertainty Management TI - Uncertainty in clustering and classification VL - 6379 ER - TY - CONF AU - Cheng, W. AU - Hüllermeier, Eyke ID - 15773 T2 - In Proceedings MLD-2009 1st International Workshop on Learning from Multi-Label Data, Bled, Slovenia TI - A simple instance-based approach to multilabel classification using the Mallows model ER - TY - CONF AU - Senge, Robin AU - Hüllermeier, Eyke ED - Hoffmann, F. ED - Hüllermeier, Eyke ID - 15774 T2 - in Proceedings 19th Workshop Computational Intelligence, Dortmund Germany TI - Learning pattern tree classifiers using a co-evolutionary algorithm ER - TY - CONF AU - Fober, T. AU - Mernberger, M. AU - Moritz, R. AU - Hüllermeier, Eyke ED - Grosse, I. ED - Neumann, S. ED - Posch, S. ED - Schreiber, F. ED - Stadler, P.. ID - 15775 T2 - In Proceedings GCB-2009 German Conference on Bioinformatics Halle (Saale), Germany TI - Graph-kernels for the comparative analysis of protein active sites ER - TY - CONF AU - Senge, Robin AU - Hüllermeier, Eyke ID - 15776 T2 - In Proceedings Workshop LWA-2009, Lernen-Wissensentdeckung-Adaptivität, Darmstadt, Germany TI - Learning pattern tree classifiers using a co-evolutionary algorithm ER - TY - CONF AU - Fober, T. AU - Mernberger, M. AU - Melnikov, Vitaly AU - Moritz, R. AU - Hüllermeier, Eyke ID - 15778 T2 - In Proceedings Workshop LWA-2009, Lernen-Wissensentdeckung-Adaptivität, Darmstadt, Germany TI - Extension and empirical comparison of graph-kernels for the analysis of protein active sites ER - TY - CONF AU - Fober, T. AU - Klebe, G. AU - Hüllermeier, Eyke ID - 15120 T2 - in Proceedings ISDA-2009, 9th international Conference on Intelligent Systems Design and Applications, Pisa, Italy TI - Efficient construction of multiple geometrical alignments for the comparison of protein binding sites ER - TY - CONF AU - Boukhris, I. AU - Elouedi, Z. AU - Fober, T. AU - Mernberger, M. AU - Hüllermeier, Eyke ID - 15194 T2 - In Proceedings IDA-2009, 9th International Symposium on Intelligent Data Analysis, Pisa / Italy TI - Similarity analysis of protein binding sites: A generalization of the maximum common subgraph measure based on quasi-clique detection ER - TY - CONF AU - Fober, T. AU - Hüllermeier, Eyke ID - 15195 T2 - in Proceedings IFSA / EUSFLAT-2009 World Congress of the Fuzzy Systems Association, Lissabon, Portugal TI - Fuzzy modeling of labeled point cloud superposition for the comparison of protein binding sites ER - TY - CONF AU - Hüllermeier, Eyke AU - Rifqi, M. ID - 15196 T2 - in Proceedings IFSA / EUSFLAT-2009 World Congress of the Fuzzy Systems Association, Lissabon, Portugal TI - A fuzzy variant of the Rand index for comparing clustering structures ER - TY - JOUR AU - Weskamp, N. AU - Hüllermeier, Eyke AU - Klebe, G. ID - 16154 IS - 2 JF - Proteins TI - Merging chemical and biological space: Structural mapping of enzyme binding pocket space VL - 76 ER - TY - JOUR AU - Hühn, J. AU - Hüllermeier, Eyke ID - 16158 JF - Data Mining and Knowledge Discovery TI - FURIA: An Algorithm for unordered fuzzy rule induction VL - 19 ER - TY - JOUR AU - Hüllermeier, Eyke AU - Vanderlooy, S. ID - 16159 IS - 6 JF - IEEE Transactions on Fuzzy Systems TI - Why fuzzy decision trees are good rankers VL - 17 ER - TY - JOUR AU - Yi, Y. AU - Fober, T. AU - Hüllermeier, Eyke ID - 16161 IS - 4 JF - International Journal of Computational Intelligence and Applications TI - Fuzzy operator trees for modeling rating functions VL - 8 ER - TY - JOUR AU - Fober, T. AU - Mernberger, M. AU - Klebe, G. AU - Hüllermeier, Eyke ID - 16162 IS - 16 JF - Bioinformatics TI - Evolutionary construction of multiple graph alignments for the structural analysis of biomolecules VL - 25 ER - TY - JOUR AU - Hühn, J. AU - Hüllermeier, Eyke ID - 16163 IS - 1 JF - IEEE Transactions on Fuzzy Systems TI - FR3: A fuzzy rule learner for inducing reliable classifiers VL - 17 ER - TY - JOUR AU - Hüllermeier, Eyke AU - Vladimirskiy, I. AU - Prados Suarez, B. AU - Stauch, E. ID - 16165 IS - 09 JF - Künstliche Intelligenz TI - Supporting case-based retrieval by similarity skylines: Basic concepts and extensions VL - 1 ER - TY - CHAP AU - Hüllermeier, Eyke ED - Seising, R. ID - 10188 T2 - Views on Fuzzy Sets and Systems from Different Perspectives: Philosophy and Logic, Criticisms and Applications TI - On the usefulness of fuzzy sets in data mining ER - TY - CONF AU - Cheng, W. AU - Hühn, J. AU - Hüllermeier, Eyke ID - 13595 T2 - in Proceedings ICML-2009, 26th International Conference on Machine Learning, Montreal, Canada TI - Decision tree and instance-based learning for label ranking ER - TY - CONF AU - Fürnkranz, J. AU - Hüllermeier, Eyke AU - Vanderlooy, S. ID - 13596 T2 - In Proceedings ECML/PKDD-2009, European Conference on Machine Learning and Principles and Knowledge Discovery in Databases, Bled Sloveniaery in Databases, Bled, Slovenia TI - Binary decomposition methods for multipartite ranking ER - TY - CONF AU - Cheng, W. AU - Hüllermeier, Eyke ID - 13598 IS - LNCS 5551 T2 - in Proceedings 6th International Symposium on Neural Networks, Wuhan, China TI - A new instance-based label ranking approach using the Mallows model. In Advances in Neural Networks ER - TY - CONF AU - Hüllermeier, Eyke AU - Vanderlooy, S. ID - 15779 T2 - In Proceedings Workshop LWA-2008, Lernen-Wissensentdeckung-Adaptivität, Würzburg, Germany TI - Weighted voting as approximate MAP prediction in pairwise classification ER - TY - CONF AU - Fober, T. AU - Hüllermeier, Eyke AU - Mernberger, M. ID - 15780 T2 - In Proceedings Workshop LWA-2008, Lernen-Wissensentdeckung-Adaptivität, Würzburg, Germany TI - Evolutionary construction of multiple graph alignments for mining structured biomolecular data ER - TY - CONF AU - Fober, T. AU - Hüllermeier, Eyke AU - Mernberger, M. ED - Beyer, A. ED - Schroeder, M. ID - 15781 T2 - iIn Proceedings GCB-2008, Germany Conference on Bioinformatics, Dresden 2008 TI - Evolutionary construction of multiple graph alignments for the structural analysis of biomolecules ER - TY - JOUR AU - Hühn, J. AU - Hüllermeier, Eyke ID - 16164 IS - 1 JF - International Journal of Data Mining, Modeling and Management TI - Is an ordinal class structure useful in classifier learning? VL - 1 ER - TY - JOUR AU - Hüllermeier, Eyke AU - Fürnkranz, J. AU - Cheng, W. AU - Brinker, K. ID - 16166 JF - Artificial Intelligence TI - Label ranking by learning pairwise preferences VL - 172 ER - TY - JOUR AU - Vanderlooy, S. AU - Hüllermeier, Eyke ID - 16167 JF - Machine Learning TI - A critical analysis of variants of the AUC VL - 72 ER - TY - JOUR AU - Fürnkranz, J. AU - Hüllermeier, Eyke AU - Mencia, E. AU - Brinker, K. ID - 16168 IS - 2 JF - Machine Learning TI - Multilabel classification via calibrated label ranking VL - 73 ER - TY - JOUR AU - Hüllermeier, Eyke AU - Brinker, K. ID - 16169 IS - 18 JF - Fuzzy Sets and Systems TI - Learning valued preference structures for solving classification problems VL - 159 ER - TY - JOUR AU - Beringer, J. AU - Hüllermeier, Eyke ID - 16184 IS - 10 JF - International Journal of Intelligent Systems TI - Case-based learning in a bipolar possibilistic framework VL - 23 ER - TY - CHAP AU - Hüllermeier, Eyke ED - Pedrycz, W. ED - Skowron, A. ED - Kreinovich, V. ID - 16225 T2 - Handbook on Granular Computing TI - Granular computing in machine learning and data mining ER -